Table 3 CKD binary classification metric results presented as means of the 10 folds plus–minus the standard deviation.
| Â | Features | Entropy | Accuracy | TPR | TNR | FPR | FNR |
|---|---|---|---|---|---|---|---|
ANN | At-home | \(0.349 \pm 0.116\) | \(82.9 \pm 9.93\) | \(92.0 \pm 7.00\) | \(67.9 \pm 34.8\) | \(32.1 \pm 34.8\) | \(8.03 \pm 7.00\) |
Monitoring | \(0.0800 \pm 0.0401\) | \(98.7 \pm 2.12\) | \(98.8 \pm 2.63\) | \(98.5 \pm 2.95\) | \(1.46 \pm 2.95\) | \(1.22 \pm 2.63\) | |
Laboratory | \(0.0404 \pm 0.0541\) | \(99.2 \pm 1.69\) | \(98.8 \pm 2.50\) | \(100.0 \pm 0.00\) | \(0.00 \pm 0.00\) | \(1.19 \pm 2.50\) | |
RF | At-home | \(0.215 \pm 0.0680\) | \(92.5 \pm 4.08\) | \(90.0 \pm 6.63\) | \(95.8 \pm 5.50\) | \(4.23 \pm 5.50\) | \(9.96 \pm 6.63\) |
Monitoring | \(0.0714 \pm 0.0315\) | \(98.7 \pm 1.77\) | \(99.0 \pm 1.97\) | \(98.0 \pm 3.08\) | \(1.96 \pm 3.08\) | \(0.972 \pm 1.97\) | |
Laboratory | \(0.0394 \pm 0.0199\) | \(99.5 \pm 1.05\) | \(99.6 \pm 1.25\) | \(99.2 \pm 2.50\) | \(0.833 \pm 2.50\) | \(0.417 \pm 1.25\) |
